{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1c47bc9b940>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt  # 画图的画笔\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "data1 = pd.read_excel(\"./体测分数_男生.xls\")\n",
    "data2 = pd.read_excel(\"./体测分数_女生.xls\")\n",
    "def convert1(x):\n",
    "    if x<=16.4:\n",
    "        return '低体重'\n",
    "    elif x<=23.2:\n",
    "        return '正常'\n",
    "    elif x<=26.3:\n",
    "        return '超重'\n",
    "    else:\n",
    "        return '肥胖'\n",
    "def convert2(x):\n",
    "    if x<=16.4:\n",
    "        return '低体重'\n",
    "    elif x<=22.7:\n",
    "        return '正常'\n",
    "    elif x<=25.2:\n",
    "        return '超重'\n",
    "    else:\n",
    "        return '肥胖'\n",
    "\n",
    "d1= data1.BMI.apply(convert1)\n",
    "d1\n",
    "d2= data2.BMI.apply(convert2)\n",
    "d2\n",
    "\n",
    "\n",
    "\n",
    "plt.figure(figsize=(9, 9))\n",
    "m1 = plt.pie(d1.value_counts(),\n",
    "             labels=['低体重', '正常', '超重','肥胖'],\n",
    "             radius=1,\n",
    "             autopct='%0.2f%%',\n",
    "             pctdistance=0.85,\n",
    "             wedgeprops={'linewidth': 5,  # 间隔的宽度\n",
    "                         'width': 0.3,  # 饼图的宽度\n",
    "                         'edgecolor': 'white'},  # 间隔的颜色\n",
    "             )\n",
    "             \n",
    "plt.legend(['低体重', '正常', '超重','肥胖'], title='Category')            \n",
    "\n",
    "m2 = plt.pie(d2.value_counts(),\n",
    "             labels=['低体重', '正常', '超重','肥胖'],\n",
    "             radius=0.5,\n",
    "             autopct='%0.2f%%',\n",
    "             wedgeprops={'linewidth': 5,  # 间隔的宽度\n",
    "                         'width': 0.3,  # 饼图的宽度\n",
    "                         'edgecolor': 'white'},  # 间隔的颜色\n",
    "             )\n",
    "\n",
    "plt.legend(['低体重', '正常', '超重','肥胖'], title='Category')\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "80a78411240e314dd53bda626b55ff202cf525fdd1fdf9cfbba660dfec90559a"
  },
  "kernelspec": {
   "display_name": "Python 3.9.5 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
